An Investigation into the Performance of Particle Swarm Optimization with Various Chaotic Maps
المؤلفون المشاركون
Arasomwan, Akugbe Martins
Adewumi, Aderemi Oluyinka
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2014، العدد 2014 (31 ديسمبر/كانون الأول 2014)، ص ص. 1-17، 17ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2014-01-20
دولة النشر
مصر
عدد الصفحات
17
التخصصات الرئيسية
الملخص EN
This paper experimentally investigates the effect of nine chaotic maps on the performance of two Particle Swarm Optimization (PSO) variants, namely, Random Inertia Weight PSO (RIW-PSO) and Linear Decreasing Inertia Weight PSO (LDIW-PSO) algorithms.
The applications of logistic chaotic map by researchers to these variants have led to Chaotic Random Inertia Weight PSO (CRIW-PSO) and Chaotic Linear Decreasing Inertia Weight PSO (CDIW-PSO) with improved optimizing capability due to better global search mobility.
However, there are many other chaotic maps in literature which could perhaps enhance the performances of RIW-PSO and LDIW-PSO more than logistic map.
Some benchmark mathematical problems well-studied in literature were used to verify the performances of RIW-PSO and LDIW-PSO variants using the nine chaotic maps in comparison with logistic chaotic map.
Results show that the performances of these two variants were improved more by many of the chaotic maps than by logistic map in many of the test problems.
The best performance, in terms of function evaluations, was obtained by the two variants using Intermittency chaotic map.
Results in this paper provide a platform for informative decision making when selecting chaotic maps to be used in the inertia weight formula of LDIW-PSO and RIW-PSO.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Arasomwan, Akugbe Martins& Adewumi, Aderemi Oluyinka. 2014. An Investigation into the Performance of Particle Swarm Optimization with Various Chaotic Maps. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-17.
https://search.emarefa.net/detail/BIM-452187
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Arasomwan, Akugbe Martins& Adewumi, Aderemi Oluyinka. An Investigation into the Performance of Particle Swarm Optimization with Various Chaotic Maps. Mathematical Problems in Engineering No. 2014 (2014), pp.1-17.
https://search.emarefa.net/detail/BIM-452187
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Arasomwan, Akugbe Martins& Adewumi, Aderemi Oluyinka. An Investigation into the Performance of Particle Swarm Optimization with Various Chaotic Maps. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-17.
https://search.emarefa.net/detail/BIM-452187
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-452187
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر